ECTS - - Computer Engineering
Compulsory Departmental Courses
CHE105 - General Chemistry (3 + 2) 5
Matter and measurement, atoms, molecules and ions, stoichiometry: calculations with chemical formulas and equations, oxidation-reduction reactions, thermochemistry, electronic structure of atoms, periodic properties of the elements, basic concepts of chemical bonding, molecular geometry and bonding theories, gases, intermolecular forces, liquids and solids, chemical kinetics, chemical thermodynamics, electrochemistry.
CMPE109 - Fundamentals of Computing (2 + 1) 2.5
Engineering fundamentals, computer engineering as a profession, career opportunities, professional organizations for computer engineering, ethical issues in computing; hardware components of a computer system; data representation and machine language instructions; coordinating internal activities of a computer using operating systems; networking
CMPE134 - Fundamentals of Electronic Components (3 + 2) 3.5
Engineering abstraction in simple circuit analysis and models to represent actual circuit components; analysis of electronic circuits; the linearity and superposition theory; Thevenin and Norton equity principles in multi-component circuit analysis; first order RC and RL circuits, digital electronic components, fundamentals of logical calculations
CMPE226 - Data Structures (3 + 0) 8
Stacks, recursion, queues; creation and destruction of dynamic variables, serial linked lists, circular lists, doubly linked lists, circular doubly linked lists; sorting and searching algorithms, space and time considerations, binary trees, binary search trees, tree traversal algorithms, binary tree sorting algorithms, hashing.
CMPE236 - Introduction to Microprocessors and Microcontrollers (3 + 2) 8
Introduction to microcontrollers, instruction set, serial port operation, interrupt operation, assembly language programming, program structure and design, tools and techniques for program development, design and interface examples in assembly, design and interface examples.
CMPE251 - Discrete Computational Structures (3 + 0) 7
Basic mathematical objects of computational mathematics: sets, sequences, relations, functions, and partitions; deductive mathematical logic proof techniques; discrete number systems; induction and recursion; graphs and sub-graphs; trees; planarity of graphs; covering problems; path problems; directed graphs; combinatorics.
CMPE323 - Algorithms (3 + 0) 7
Design and analysis of algorithms, O-notation, divide and conquer algorithms, dynamic programming, backtracking and branch and bound, lower bound theory, complexity of sorting and searching algorithms, graph algorithms, NP-hard and NP-complete problems, basic NPC problems, proving problems to be NPC, analysis of some string processing algorithms.
CMPE325 - Study of Programming Languages (3 + 0) 6
Study of programming language concepts: syntax and semantics, types, values, expressions, and statements; program structure; procedures and functions; structured data; abstraction and encapsulation; inheritance; dynamic binding; concepts of programming paradigms by means of functional, procedural, and object-oriented programming languages.
CMPE326 - Formal Languages and Automata (3 + 0) 6
Languages and their representations, finite automata and regular grammars, context-free grammars, concept of abstract machines and language acceptance, deterministic and non-deterministic finite state machines, pushdown automata, Turing machines and introduction to the theory of computation.
CMPE331 - Computer Architecture and Organization (3 + 0) 7
Computer components, Von Neumann architecture, instruction execution, interrupts, bus structure and interconnection of components, memory: internal memory, cache and virtual memory, external memories. CPU: ALU, floating point arithmetic, instruction sets, addressing modes and formats; control unit: hardwired and micro-programmed control units;
CMPE334 - Computer Networks (3 + 2) 6
Basic concepts of computer networking; application layer and well-known applications; transport layer, UDP and TCP services; network layer, IPv4 addresses, forwarding and routing; data link layer, MAC addresses, HUBs and switches; physical layer properties and standards.
CMPE341 - Database Design and Management (3 + 2) 7
Database system concepts, data modeling with ER and EER, the relational data model, file organizations and index structures, relational algebra, structured query language (SQL); database design: functional dependence and table normalization; introduction to database administration; a relational DBMS in a laboratory environment.
CMPE431 - Operating Systems (3 + 2) 5
Basic design principles of operating systems, single-user systems, command interpreter, semaphores, deadlock detection, recovery, prevention and avoidance; multi-user OS; resource managers, processor management and algorithms, memory management: partitioning, paging, segmentation and thrashing; device management; interrupt handlers, device drivers
CMPE493 - Project Orientation (2 + 0) 5
Computing and IS projects, research, project planning and risk management, national and international standards, team working, literature survey, conducting project, project presentation, lifelong learning, ethics, legal issues, innovation and entrepreneurship.
CMPE499 - Summer Practice II (0 + 0) 10
A minimum of six weeks of training in an IT department/company involving the observation of the hardware and software components of a computer system; students are expected to be involved in software/hardware development projects of the IT department/company; a summer practice report is prepared that presents the experiences of the student during
EE203 - Digital Circuits and Systems (3 + 2) 6
Number systems and codes, Boolean algebra and logic gates, minimization of Boolean functions, combinational circuits, design of combinational circuits using SSI and MSI components, flip-flops, analysis and design of sequential circuits, counters, shift registers, memory elements, programmable logic devices (PLD), design with PLDs. Introduction to
ENG101 - English For Academic Purposes I (4 + 0) 3.5
English language skills, especially academic skills, such as reading comprehension, vocabulary building and critical analysis of texts; listening and note-taking, class discussions, presentations, writing, research assignments and use of technology.
ENG102 - English for Academic Purposes II (4 + 0) 3.5
Academic skills such as reading comprehension, class discussions, use of academic vocabulary and critical analysis of texts; research assignments and review of the English language structure; skills such as listening and note-taking, analysis of written products, writing, portfolio keeping, presentation and use of technology.
ENG201 - English for Academic Purposes III (3 + 0) 3
Advanced reading and writing skills, applying critical reading skills and strategies, identifying the organization of a reading text, main ideas of the texts, and the author?s main purpose, summarizing a given text, outlining and writing an argumentative essay.
ENG202 - English for Academic Purposes IV (3 + 0) 3
Preparing and writing research reports and delivering effective oral/written informative and persuasive presentations; gathering information, organizing data, outlining, using appropriate techniques in presentation and delivering for a maximum impact, using visual aids and citation effectively.
ENG301 - English for Occupational Purposes I (3 + 0) 3
Job-related communication skills;the functions such as describing relationships at work,discussing performance reviews and giving feedback,discussing plans and arrangements,using social media for professional communication,discussing on recruitment tests and job interviews,presenting a service or product,writing reviews on websites
ENG302 - English for Occupational Purposes II (3 + 0) 3
More detailed job-related communication skills;describing and organising meetings,developing communicational styles in various cultural settings,handling mistakes and apologizing,getting familiar with marketing styles and advertising,deciding how to adapt and market a product in different countries,
HIST111 - Principles of Atatürk and History of Turkish Revolution I (in English) (2 + 0) 2
French Revolution; structure and geopolitic positioning of Ottoman Empire, reasons of its decline; Westernization movements, First and Second Constitutional Monarchy declarations; Libya and Balkan wars; First World War; period before the War of Independence, congresses, National Pact, establishment of Turkish Grand National Assembly.
HIST112 - Principles of Atatürk and History of Turkish Revolution II (in English) (2 + 0) 2
War of Independence; Lausanne Treaty; declaration of the Republic; removal of sultanic rule and caliphate; Atatürk`s revolutions; establishment of national economy; Second World War, before and after; Turkish Republic after 1960.
KRY111 - Career Planning (1 + 0) 1
Being a student at Atilim University, Student-centered programs at Atilim University, Faculty, Department presentations, Career Planning and Coop Program, Erasmus, CV writing types, Interview techniques, Effective Communication and presentation techniques, Intelligence and Personality
MATH152 - Calculus II (4 + 2) 7
Infinite series, vectors in the plane and polar coordinates, vectors and motions in space, multivariable functions and their derivatives, multiple integrals: double integrals, areas, double integrals in polar coordinates, triple integrals in rectangular, cylindrical and spherical coordinates, line integrals, Independence of path,Green's theorem.
PHYS101 - General Physics I (3 + 2) 6
Measurement, motion along a straight line, vectors, motion in two and three dimensions, force and motion I, force and motion II, kinetic energy and work, potential energy and conservation of energy, center of mass and linear momentum, rotation, rolling, torque, and angular momentum, equilibrium and elasticity.
TURK401 - Turkish Language I (2 + 0) 2
Languages and their classification; history of Turkish language, its spread over the world and its place among other languages; Turkish language in the republic era; orthography; expressions; foreign words, suffixes and prefixes; punctuation; language and verbalism.
Elective Courses
ART201 - Introduction to Photography (3 + 0) 4
Definition of photography and the photographer, the uses of photography in life, camera and its parts (aperture, iso, shutter, lens), light and its use in photography, composition rules in photography, the works of photographers from the world and Turkey.
ART222 - History of Jazz (3 + 0) 4
The history of music before 1900`s; Blues and Ragtime music genres; the impacts of musical, social and cultural structures of jazz music in New Orleans before its emergence in the region; main jazz movements starting from the very first Dixieland music to Fusion jazz movement today.
ART266 - Jewelry Design (3 + 0) 4
Shape elements, point-line-surface relation, drawing techniques, form-shape, measure-ratio, light-dark, shadow-light, volume information, texture types and touch; hand tools; production using simple modeling techniques; cutting and leveling techniques, assembly and skidding procedures; design preparation, metal and different material shaping and
ART269 - Entrepreneurial World of Contemporary Art (3 + 0) 4
The function and global organisation of contemporary art, which are considered as one of the most important investment tools in the world by international institutions, the socio-economic dimension of the events and the relationship between the world of art: collector, sponsor, and entrepreunership.
ART270 - Entrepreneurship Inspired by Nature: Interdisciplinary Approaches (3 + 0) 5
Biomicicry; the natural processes of sustaining life on earth and using it as a model for social and economic innovations; the integration among the components of ecosystems: living organisms; climate, and the chemical environment;opportunities for innovative entrepreneurship practices with interdisciplinary approaches; the 21st century skills and nature?s principles for innovative and creative entrepreneurship opportunities.
ART282 - Voice Training, Solfage, Correpetition (3 + 3) 4
Correct usage techniques of breathing, diaphragm and voice, professional singing education, excercises of developing musical ear, theoretical knowledge of musical note and rhythm, dictation (be able to writing down on paper in the form of notes and rhythm the heared sound or music), excercises of developing musical ear, working accompanied with
ART284 - Stage Management of Theater and Movie Review (3 + 0) 4
Analysing theater plays that dominated the history of theater in philosophical theme; finding the substances and determine in search of theatric space at the world theater journey, discussion of the predeterminated movies that made the breakthrough in world history within the context of Sartre/Existentialist philosophy and Spinoza/Ethica.
ART285 - Innovative Visual Narrative (3 + 0) 4
Investigation of the visual narration processes through selected examples;preperation of a research report in line with the selected type of visual narration; information about the effectiveness of the visual material or visual narrative on thinking,decision making and personal communication;evaluation;effects of innovative approaches on visual
ART291 - Body Language and the Art of Persuasion (3 + 0) 4
Posture, mimic, gesture, a correct and accurate way of using the intonation of speech; leadership skills and abilities to convince or persuade someone to accept a desired way of thinking in the business and social environment; convincing others to adopt new ideas using body language.
ART297 - Creative Presentation in Digital Arts (3 + 0) 4
3D modeling techniques suitable for 3D product presentation, workflows of multiple software design, scene lighting render and animation settings, editing presentation animation, using render passes layers in compositing and color correction process.
AVM490 - History of Aviation (3 + 0) 4
Historical view and introduction, flight in mythology, pioneers of lighter than air vehicles, parameters of heavier than air flight, progress of aviation up to World War One, establishment of Ottoman/Turkish aviation, the great war in the air (1914 ? 1918), golden age of aviation (1919-1939), development of aviation in Turkish Republic, the great
CMPE481 - CO_OP Practice I (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE481 - CO_OP Practice I (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE481 - CO_OP Practice I (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE481 - CO_OP Practice I (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE481 - CO_OP Practice I (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE483 - CO_OP Practice II (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE483 - CO_OP Practice II (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE483 - CO_OP Practice II (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE483 - CO_OP Practice II (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE483 - CO_OP Practice II (3 + 0) 5
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE485 - CO_OP Practice III (3 + 0) 4
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
CMPE487 - CO_OP Practice IV (3 + 0) 4
Participating in software/hardware development projects in IT companies who have a COOP agreement; analyzing the methods and techniques utilized in the company; working in analysis, design and development of a project; preparing a report and presentation of his/her experiences.
ECON318 - Digital Economy (3 + 0) 6
Dynamics of the digital economy which has become inevitable in everyday transactions; the contemporary use of the predatory innovation and its essential component; algorithms; concrete examples of regulatory challenges in response to escalating tension from relevant markets from various countries.
ECON442 - Economics of Innovation (3 + 0) 6
The role of science, technology and innovation in economics at the macro and at the micro level; the diffusion and absorption of innovation; issues concerning the measurement of innovation; the national, regional systems of innovation and clusters; the relationship between R&D support mechanisms and economic performance in Turkey.
EE425 - Advanced Digital Design with HDL (2 + 2) 5
Behavioural, dataflow and structural modelling of digital circuits with Verilog HDL. Language constructs of Verilog. Design of finite state machines with data path using Verilog. Introduction to modern CAD tools. Simulation and verification of digital circuits.
EE448 - Pattern Recognition (0 + 0) 5
Introduction to the theory of pattern recognition, Bayesian decision theory, Maximum likelihood estimation, Nonparametric estimation, Linear discriminant functions, Support vector machines, Neural networks, Unsupervised learning and Clustering, Applications such as handwriting recognition, lipreading, geological analysis, medical data processing, d
EE448 - Pattern Recognition (0 + 0) 5
Introduction to the theory of pattern recognition, Bayesian decision theory, Maximum likelihood estimation, Nonparametric estimation, Linear discriminant functions, Support vector machines, Neural networks, Unsupervised learning and Clustering, Applications such as handwriting recognition, lipreading, geological analysis, medical data processing, d
EE448 - Pattern Recognition (0 + 0) 5
Introduction to the theory of pattern recognition, Bayesian decision theory, Maximum likelihood estimation, Nonparametric estimation, Linear discriminant functions, Support vector machines, Neural networks, Unsupervised learning and Clustering, Applications such as handwriting recognition, lipreading, geological analysis, medical data processing, d
EE448 - Pattern Recognition (0 + 0) 5
Introduction to the theory of pattern recognition, Bayesian decision theory, Maximum likelihood estimation, Nonparametric estimation, Linear discriminant functions, Support vector machines, Neural networks, Unsupervised learning and Clustering, Applications such as handwriting recognition, lipreading, geological analysis, medical data processing, d
EE448 - Pattern Recognition (0 + 0) 5
Introduction to the theory of pattern recognition, Bayesian decision theory, Maximum likelihood estimation, Nonparametric estimation, Linear discriminant functions, Support vector machines, Neural networks, Unsupervised learning and Clustering, Applications such as handwriting recognition, lipreading, geological analysis, medical data processing, d
EE449 - Pattern Classification and Sensor Applications for Engineers (3 + 0) 5
Sensors, general information about sensor types and sensor working principles; what is a pattern; pattern classification applications; theory and methods of pattern classification; feature extraction and selection; MATLAB Classification Learner Tool; analysis and performance of classifiers; RFID basics.
ENE430 - Energy Sytems in Buildings (3 + 0) 5
Building structure, heating, ventilation and air conditioning, the calculation of heat loss and insulation surfaces, water, fuel and electricity consumption in buildings, the national andinternational standards and regulations on energy efficiency in buildings.
FRE302 - French IV (3 + 0) 4
Describing a town or city, giving directions, making recommendations, and suggestions, describing people`s appearance, making excuses, talking about types of transport, describing weather, making predictions, giving advice, offering help, talking about health and illness.
HUM105 - Security, Espionage and Intelligence History (3 + 0) 4
The historical development of the concept of security, security problems and threats that differ according to periods, according to a new (critical) understanding; the restructuring of the transformation of espionage and intelligence activities in the history of the world and especially Turkey with globalization.
HUM204 - Volunteering Studies (1 + 0) 4
Participating voluntarily in the work of aid organizations established within public institutions, local governments and non-governmental organizations in order to support those who face difficulties, especially children, the elderly, the disabled and disadvantaged groups, and sharing what they acquired through the university education.
HUM211 - Gender Studies and Women Rights (3 + 0) 4
Introduction; gender perceptions; woman and health; woman and politics; woman and law; modernism, gender and women rights; types of violence against women and their prevention; woman and literature; woman labor in the global economy; worklife and woman; woman and entrepreneurship; woman and environment.
HUM212 - Gender Equality (3 + 0) 4
This course focused on examine main subjects and current issues of Gender Studies by precisely taking the principle of equality and discrimination at hand, Help students follow gender studies in Turkey and across the globe and develop abilities of students to examine and generate behavioral patterns in their daily social life in a gender-mainstrea
HUM291 - Body Language and Communication Methods (3 + 0) 4
Posture, mimic, gesture, a correct and accurate way of using the intonation of speech; leadership skills and abilities to convince or persuade someone to accept a desired way of thinking in the business and social environment; convincing others to adopt new ideas using body language.
HUM310 - Introduction to Sociolinguistics (3 + 0) 4
Factors contributing to the emergence of social approach to language; language variation and the factors that are responsible for the formation of regional and social variation of languages; various patterns of societal multilingualism and power relationships between/among languages; global trends affecting multilingualism; various political and socio-cultural factors that contribute to language maintenance; various methods used in linguistics research; a fieldwork using research methods.
HUM323 - Introduction to Critical Thinking (3 + 0) 4
Examining and discussing the themes of critical thinking, such as writing and thinking clearly, learning and analysing the types of reasonings and arguments, making rational decisions, learning the types of fallacies; also, exercises to make these topics more understandable.
HUM360 - History of Science (3 + 0) 4
The origins and historical deveopment of modern science and scientific method; the ways of knowing the world of different cultures and societies changed over time; the relationship between scientific knowledge to other enterprises, such as art and religion; the key aspects and issues in the advancement of science from ancient world to modern ages.
IE314 - Project Management (3 + 0) 5
Elements and phases of project management; functions (planning, staffing, scheduling, monitoring, and control) and techniques (CPM, PERT, etc.) of project management; software tools for project management; project cost control and time/resource management; leadership styles, conflict and risk management.
IE322 - Industrial Engineering Practices in Energy Sector (3 + 0) 5
The impact of energy in today?s world; principles of energy planning and utilization; the drives of energy supply and demand; the role of an engineer in energy industries for management, resource planning and utilization; sustainability as a driving force for energy planning; common concepts in energy management; a paradigm of decision making: conventional versus new energy resources including nuclear and renewable energy; economical evaluation of energy investments,
IE428 - Introduction to Systems Engineering (3 + 0) 5
History of technology, determining the real design problem, generating innovative alternatives, and selecting an effective solution; systematic thinking and systematic approach; models and strategies for purposeful activities; decision making in design.
IE443 - Occupational Health and Safety (3 + 0) 5
Basic information on occupational health and safety, principles and legislations, occupational health and safety requirements to be applied in the workplace, occupational accidents, risk assessment and occupational audits; a proactive approach to occupational health and safety.
IE445 - Technology Management (3 + 0) 5
The topics covered a) identifying the strategic issues in technology management (TM); b) identifying the issues in organizing TM functions and related human element ; c) identifying the issues in TM-Activities and Tools d) being able to identify, formulate and solve TM problems.
IE447 - Technology Entrepreneurship (3 + 0) 5
Technology Entrepreneurship course aims to enable students to learn variety of basic areas and concepts of entrepreneurship including idea generation, business plan creation, venture financing sources, marketing and go to market strategies and to apply the concepts learned through real life cases and a term project.
ISE261 - Business and e-Commerce (3 + 0) 6
A context for developing e-Commerce applications; types of e-Commerce applications; identifying and describing e-commerce applications; e-commerce feasibility; e-commerce requirement analysis; high-level, detailed and technical design and construction; e-business models; Internet marketing; online monetary transactions; Internet taxation; legal
ISE261 - Business and e-Commerce (3 + 0) 6
A context for developing e-Commerce applications; types of e-Commerce applications; identifying and describing e-commerce applications; e-commerce feasibility; e-commerce requirement analysis; high-level, detailed and technical design and construction; e-business models; Internet marketing; online monetary transactions; Internet taxation; legal
ISE261 - Business and e-Commerce (3 + 0) 6
A context for developing e-Commerce applications; types of e-Commerce applications; identifying and describing e-commerce applications; e-commerce feasibility; e-commerce requirement analysis; high-level, detailed and technical design and construction; e-business models; Internet marketing; online monetary transactions; Internet taxation; legal
ISE261 - Business and e-Commerce (3 + 0) 6
A context for developing e-Commerce applications; types of e-Commerce applications; identifying and describing e-commerce applications; e-commerce feasibility; e-commerce requirement analysis; high-level, detailed and technical design and construction; e-business models; Internet marketing; online monetary transactions; Internet taxation; legal
ISE261 - Business and e-Commerce (3 + 0) 6
A context for developing e-Commerce applications; types of e-Commerce applications; identifying and describing e-commerce applications; e-commerce feasibility; e-commerce requirement analysis; high-level, detailed and technical design and construction; e-business models; Internet marketing; online monetary transactions; Internet taxation; legal
ISE311 - Internet Programming (2 + 2) 5
Internet programming environments, home page design with HTML and DHTML, JavaScript, client-server model, client side scripts, and server-side scripts, web servers (installation on different OS such as Unix/Linux, and Microsoft, setting up the required components, administration), CGI, SSI, SSL, certification, cookies, and sessions, database integr
ISE311 - Internet Programming (2 + 2) 5
Internet programming environments, home page design with HTML and DHTML, JavaScript, client-server model, client side scripts, and server-side scripts, web servers (installation on different OS such as Unix/Linux, and Microsoft, setting up the required components, administration), CGI, SSI, SSL, certification, cookies, and sessions, database integr
ISE311 - Internet Programming (2 + 2) 5
Internet programming environments, home page design with HTML and DHTML, JavaScript, client-server model, client side scripts, and server-side scripts, web servers (installation on different OS such as Unix/Linux, and Microsoft, setting up the required components, administration), CGI, SSI, SSL, certification, cookies, and sessions, database integr
ISE311 - Internet Programming (2 + 2) 5
Internet programming environments, home page design with HTML and DHTML, JavaScript, client-server model, client side scripts, and server-side scripts, web servers (installation on different OS such as Unix/Linux, and Microsoft, setting up the required components, administration), CGI, SSI, SSL, certification, cookies, and sessions, database integr
ISE311 - Internet Programming (2 + 2) 5
Internet programming environments, home page design with HTML and DHTML, JavaScript, client-server model, client side scripts, and server-side scripts, web servers (installation on different OS such as Unix/Linux, and Microsoft, setting up the required components, administration), CGI, SSI, SSL, certification, cookies, and sessions, database integr
ISE314 - Data Warehousing and Mining (3 + 0) 5
Data warehousing fundamentals, planning, design and implementation and administration of data warehouses, data cube computation, OLAP query processing; fundamentals of data mining and relationship with data warehouse and OLAP systems; association rule mining; algorithms for clustering, classification and rule learning.
ISE314 - Data Warehousing and Mining (3 + 0) 5
Data warehousing fundamentals, planning, design and implementation and administration of data warehouses, data cube computation, OLAP query processing; fundamentals of data mining and relationship with data warehouse and OLAP systems; association rule mining; algorithms for clustering, classification and rule learning.
ISE314 - Data Warehousing and Mining (3 + 0) 5
Data warehousing fundamentals, planning, design and implementation and administration of data warehouses, data cube computation, OLAP query processing; fundamentals of data mining and relationship with data warehouse and OLAP systems; association rule mining; algorithms for clustering, classification and rule learning.
ISE314 - Data Warehousing and Mining (3 + 0) 5
Data warehousing fundamentals, planning, design and implementation and administration of data warehouses, data cube computation, OLAP query processing; fundamentals of data mining and relationship with data warehouse and OLAP systems; association rule mining; algorithms for clustering, classification and rule learning.
ISE314 - Data Warehousing and Mining (3 + 0) 5
Data warehousing fundamentals, planning, design and implementation and administration of data warehouses, data cube computation, OLAP query processing; fundamentals of data mining and relationship with data warehouse and OLAP systems; association rule mining; algorithms for clustering, classification and rule learning.
ISE332 - IT Infrastructure and Architecture (3 + 0) 5
IT infrasturucture, IT architecture, IT system model, cloud computing, green IT, big data, datacenters, servers, processor architectures, storages, networking, operating systems, virtualization, security, end user devices, system performance analysis and management, IT service management (ITIL, COBIT).
ISE332 - IT Infrastructure and Architecture (3 + 0) 5
IT infrasturucture, IT architecture, IT system model, cloud computing, green IT, big data, datacenters, servers, processor architectures, storages, networking, operating systems, virtualization, security, end user devices, system performance analysis and management, IT service management (ITIL, COBIT).
ISE332 - IT Infrastructure and Architecture (3 + 0) 5
IT infrasturucture, IT architecture, IT system model, cloud computing, green IT, big data, datacenters, servers, processor architectures, storages, networking, operating systems, virtualization, security, end user devices, system performance analysis and management, IT service management (ITIL, COBIT).
ISE332 - IT Infrastructure and Architecture (3 + 0) 5
IT infrasturucture, IT architecture, IT system model, cloud computing, green IT, big data, datacenters, servers, processor architectures, storages, networking, operating systems, virtualization, security, end user devices, system performance analysis and management, IT service management (ITIL, COBIT).
ISE332 - IT Infrastructure and Architecture (3 + 0) 5
IT infrasturucture, IT architecture, IT system model, cloud computing, green IT, big data, datacenters, servers, processor architectures, storages, networking, operating systems, virtualization, security, end user devices, system performance analysis and management, IT service management (ITIL, COBIT).
ISE353 - Information Systems Development (3 + 0) 10
Information systems, strategy and information systems, business information technology, distributed systems, internet and www, e-commerce and business, business intelligence, file organizations and databases, process analysis and modeling, data analysis, systems design, detailed design and implementation, object-oriented approaches, systems
ISE353 - Information Systems Development (3 + 0) 10
Information systems, strategy and information systems, business information technology, distributed systems, internet and www, e-commerce and business, business intelligence, file organizations and databases, process analysis and modeling, data analysis, systems design, detailed design and implementation, object-oriented approaches, systems
ISE353 - Information Systems Development (3 + 0) 10
Information systems, strategy and information systems, business information technology, distributed systems, internet and www, e-commerce and business, business intelligence, file organizations and databases, process analysis and modeling, data analysis, systems design, detailed design and implementation, object-oriented approaches, systems
ISE353 - Information Systems Development (3 + 0) 10
Information systems, strategy and information systems, business information technology, distributed systems, internet and www, e-commerce and business, business intelligence, file organizations and databases, process analysis and modeling, data analysis, systems design, detailed design and implementation, object-oriented approaches, systems
ISE353 - Information Systems Development (3 + 0) 10
Information systems, strategy and information systems, business information technology, distributed systems, internet and www, e-commerce and business, business intelligence, file organizations and databases, process analysis and modeling, data analysis, systems design, detailed design and implementation, object-oriented approaches, systems
ISE405 - Foundations in Information Technology Services (3 + 0) 5
Service operation and continual service improvement domains of the ITIL standard for IT service management, planning and change management, asset and configuration management, security management, network management, storage management, request management, incident and problem management.
ISE405 - Foundations in Information Technology Services (3 + 0) 5
Service operation and continual service improvement domains of the ITIL standard for IT service management, planning and change management, asset and configuration management, security management, network management, storage management, request management, incident and problem management.
ISE405 - Foundations in Information Technology Services (3 + 0) 5
Service operation and continual service improvement domains of the ITIL standard for IT service management, planning and change management, asset and configuration management, security management, network management, storage management, request management, incident and problem management.
ISE405 - Foundations in Information Technology Services (3 + 0) 5
Service operation and continual service improvement domains of the ITIL standard for IT service management, planning and change management, asset and configuration management, security management, network management, storage management, request management, incident and problem management.
ISE405 - Foundations in Information Technology Services (3 + 0) 5
Service operation and continual service improvement domains of the ITIL standard for IT service management, planning and change management, asset and configuration management, security management, network management, storage management, request management, incident and problem management.
ISE422 - E-Government (3 + 0) 5
Introduction to e-government, basic concepts and definitions, the components of e-government, managing e-government projects, infrastructure requirements for e-government, e-organizations, measuring e-government maturity, e-government: a profile of Turkey and world trends; risks: e-government versus conventional government procedures.
ISE422 - E-Government (3 + 0) 5
Introduction to e-government, basic concepts and definitions, the components of e-government, managing e-government projects, infrastructure requirements for e-government, e-organizations, measuring e-government maturity, e-government: a profile of Turkey and world trends; risks: e-government versus conventional government procedures.
ISE422 - E-Government (3 + 0) 5
Introduction to e-government, basic concepts and definitions, the components of e-government, managing e-government projects, infrastructure requirements for e-government, e-organizations, measuring e-government maturity, e-government: a profile of Turkey and world trends; risks: e-government versus conventional government procedures.
ISE422 - E-Government (3 + 0) 5
Introduction to e-government, basic concepts and definitions, the components of e-government, managing e-government projects, infrastructure requirements for e-government, e-organizations, measuring e-government maturity, e-government: a profile of Turkey and world trends; risks: e-government versus conventional government procedures.
ISE422 - E-Government (3 + 0) 5
Introduction to e-government, basic concepts and definitions, the components of e-government, managing e-government projects, infrastructure requirements for e-government, e-organizations, measuring e-government maturity, e-government: a profile of Turkey and world trends; risks: e-government versus conventional government procedures.
ISE423 - Technology Trends in E-Government (3 + 0) 5
Theoretical background of e-government, the use of e-government: local and global; technical and organizational aspects to realize e-government systems and contemporary sociotechnological methodologies; enterprise architectures, reference models and frameworks: Zachman, TOGAF, MoDAF, and DoDA; interoperability standards: eGIF, EIF, SAGA, and other
ISE423 - Technology Trends in E-Government (3 + 0) 5
Theoretical background of e-government, the use of e-government: local and global; technical and organizational aspects to realize e-government systems and contemporary sociotechnological methodologies; enterprise architectures, reference models and frameworks: Zachman, TOGAF, MoDAF, and DoDA; interoperability standards: eGIF, EIF, SAGA, and other
ISE423 - Technology Trends in E-Government (3 + 0) 5
Theoretical background of e-government, the use of e-government: local and global; technical and organizational aspects to realize e-government systems and contemporary sociotechnological methodologies; enterprise architectures, reference models and frameworks: Zachman, TOGAF, MoDAF, and DoDA; interoperability standards: eGIF, EIF, SAGA, and other
ISE423 - Technology Trends in E-Government (3 + 0) 5
Theoretical background of e-government, the use of e-government: local and global; technical and organizational aspects to realize e-government systems and contemporary sociotechnological methodologies; enterprise architectures, reference models and frameworks: Zachman, TOGAF, MoDAF, and DoDA; interoperability standards: eGIF, EIF, SAGA, and other
ISE423 - Technology Trends in E-Government (3 + 0) 5
Theoretical background of e-government, the use of e-government: local and global; technical and organizational aspects to realize e-government systems and contemporary sociotechnological methodologies; enterprise architectures, reference models and frameworks: Zachman, TOGAF, MoDAF, and DoDA; interoperability standards: eGIF, EIF, SAGA, and other
ISE424 - Distance Education and E-Learning (3 + 0) 5
Definitions, history, and theories of distance education and e-learning, instructional design, tools and technologies for distance education, multimedia learning, computer-supported collaborative learning, learning management systems, new directions and developments.
ISE424 - Distance Education and E-Learning (3 + 0) 5
Definitions, history, and theories of distance education and e-learning, instructional design, tools and technologies for distance education, multimedia learning, computer-supported collaborative learning, learning management systems, new directions and developments.
ISE424 - Distance Education and E-Learning (3 + 0) 5
Definitions, history, and theories of distance education and e-learning, instructional design, tools and technologies for distance education, multimedia learning, computer-supported collaborative learning, learning management systems, new directions and developments.
ISE424 - Distance Education and E-Learning (3 + 0) 5
Definitions, history, and theories of distance education and e-learning, instructional design, tools and technologies for distance education, multimedia learning, computer-supported collaborative learning, learning management systems, new directions and developments.
ISE424 - Distance Education and E-Learning (3 + 0) 5
Definitions, history, and theories of distance education and e-learning, instructional design, tools and technologies for distance education, multimedia learning, computer-supported collaborative learning, learning management systems, new directions and developments.
ISE432 - Innovation and Entrepreneurship in IT (3 + 0) 5
Introduction to entrepreneurship, recognizing opportunities and generating ideas, feasibility analysis, developing an effective business model, industry and competitor analysis, writing a business plan, preparing the proper ethical and legal foundation, assessing a new venture?s financial strength and viability, building a new-venture team, working with disciplinary teams, working with interdisciplinary teams, getting financing or funding.
ISE432 - Innovation and Entrepreneurship in IT (3 + 0) 5
Introduction to entrepreneurship, recognizing opportunities and generating ideas, feasibility analysis, developing an effective business model, industry and competitor analysis, writing a business plan, preparing the proper ethical and legal foundation, assessing a new venture?s financial strength and viability, building a new-venture team, working with disciplinary teams, working with interdisciplinary teams, getting financing or funding.
ISE432 - Innovation and Entrepreneurship in IT (3 + 0) 5
Introduction to entrepreneurship, recognizing opportunities and generating ideas, feasibility analysis, developing an effective business model, industry and competitor analysis, writing a business plan, preparing the proper ethical and legal foundation, assessing a new venture?s financial strength and viability, building a new-venture team, working with disciplinary teams, working with interdisciplinary teams, getting financing or funding.
ISE432 - Innovation and Entrepreneurship in IT (3 + 0) 5
Introduction to entrepreneurship, recognizing opportunities and generating ideas, feasibility analysis, developing an effective business model, industry and competitor analysis, writing a business plan, preparing the proper ethical and legal foundation, assessing a new venture?s financial strength and viability, building a new-venture team, working with disciplinary teams, working with interdisciplinary teams, getting financing or funding.
ISE432 - Innovation and Entrepreneurship in IT (3 + 0) 5
Introduction to entrepreneurship, recognizing opportunities and generating ideas, feasibility analysis, developing an effective business model, industry and competitor analysis, writing a business plan, preparing the proper ethical and legal foundation, assessing a new venture?s financial strength and viability, building a new-venture team, working with disciplinary teams, working with interdisciplinary teams, getting financing or funding.
ISE432 - Innovation and Entrepreneurship in IT (3 + 0) 5
Introduction to entrepreneurship, recognizing opportunities and generating ideas, feasibility analysis, developing an effective business model, industry and competitor analysis, writing a business plan, preparing the proper ethical and legal foundation, assessing a new venture?s financial strength and viability, building a new-venture team, working with disciplinary teams, working with interdisciplinary teams, getting financing or funding.
ISE552 - E-Commerce - A Managerial Perspective (3 + 0) 5
Introduction to e-business and e-commerce, electronic marketplaces; technical aspects and infrastructure of e-commerce; e-commerce business models; current state of the art; marketing online, legal environment in e-commerce, fiscal environment in e-commerce; introduction to enabling technologies and standards; workflow systems for e-commerce; curre
ISE552 - E-Commerce - A Managerial Perspective (3 + 0) 5
Introduction to e-business and e-commerce, electronic marketplaces; technical aspects and infrastructure of e-commerce; e-commerce business models; current state of the art; marketing online, legal environment in e-commerce, fiscal environment in e-commerce; introduction to enabling technologies and standards; workflow systems for e-commerce; curre
ISE552 - E-Commerce - A Managerial Perspective (3 + 0) 5
Introduction to e-business and e-commerce, electronic marketplaces; technical aspects and infrastructure of e-commerce; e-commerce business models; current state of the art; marketing online, legal environment in e-commerce, fiscal environment in e-commerce; introduction to enabling technologies and standards; workflow systems for e-commerce; curre
ISE552 - E-Commerce - A Managerial Perspective (3 + 0) 5
Introduction to e-business and e-commerce, electronic marketplaces; technical aspects and infrastructure of e-commerce; e-commerce business models; current state of the art; marketing online, legal environment in e-commerce, fiscal environment in e-commerce; introduction to enabling technologies and standards; workflow systems for e-commerce; curre
ISE552 - E-Commerce - A Managerial Perspective (3 + 0) 5
Introduction to e-business and e-commerce, electronic marketplaces; technical aspects and infrastructure of e-commerce; e-commerce business models; current state of the art; marketing online, legal environment in e-commerce, fiscal environment in e-commerce; introduction to enabling technologies and standards; workflow systems for e-commerce; curre
JAP302 - Japanese IV (3 + 0) 4
Describing a town or city, giving directions, making recommendations, and suggestions, describing people`s appearance, making excuses, talking about types of transport, describing weather, making predictions, giving advice, offering help, talking about health and illness.
KOR301 - Korean III (3 + 0) 4
This course includes more vocabulary, structure and communicative skills at elementary level. The class activities are grouped around various themes such as occupations, hobbies, countries, and functions such as asking for and giving information, offering and responding.
MAN313 - Managerial Skills for the 21 st Century (3 + 0) 5
Self- Management, Personal Financial Management, Time and Stress Management and Organization Skills, Workplace Etiquette/Dress, Ethics, Politics and Diversity, Accountability and Workplace Relationships, Communication and Electronic Communication, Motivation, Leadership and Teams, Conflict and Negotiation, Networking, Job Search Skills, Resume Preparation, Interview Techniques, Career Management
MAN328 - Financial Literacy and Legislation for Entrepreneurs (3 + 0) 5
Tax legislation, business law information and obligations related to legal legislation in start ups, different company and business types and selection principles, interpretation of financial statements (balance sheet, income statement, cash flow statement).
MAN408 - Introduction to Sustainability (3 + 0) 5
What is sustainability; sustainability and related polices; climate and global change; environmental and resource economics; sustainable business practices; sustainability: ethics, culture, and history; sustainable development; sustainability indicators.
MAN409 - Entrepreneurship (4 + 0) 5
The nature, importance and history of entrepreneurship, the entrepreneurial mind, creativity, innovation and the business idea, marketing and financial planning, franchising, entrepreneurial strategy and strategic management in operations, entrepreneurship background of Turkey, changes in Turkish entrepreneurial features and activities, characteri
MAN414 - Entrepreneurship and Business Plan (3 + 0) 5
Fundamental concepts of entrepreneurship, personal characteristics of entrepreneurs, innovative thinking techniques and types, strategic management and planing, alternative ways of launching a business, business plan and fundamental elements of busines plan, techniques of preparing a business plan, from planning to practice, marketing, production
MAN415 - Contemporary Management Approaches (3 + 0) 5
This course is designed to provide deep knowledge regarding the ways organizations use different and contemporary managerial approaches and practices in order to gain, manage and sustain certain resources and compete within an uncertain environmental conditions.
MAN428 - Brand Management (3 + 0) 5
Definition of a brand, brand name, brand attributes, brand positioning, image building, the difference between brand image and brand identity, sources of brand identity, methods to build brand awareness, brand loyalty, brand association, the relationship between brand equity and customer equity.
MAN437 - Entrepreneurship and Innovation Seminars (3 + 0) 5
Fundamental concepts of entrepreneurship, personal characteristics of entrepreneurs, innovative thinking techniques, barriers of innovation, internal and external factors of entrepreneurship, intrapreneurship, strategic management and planing, alternative ways of launching a business, business plan and fundamental elements of busines plan
MATE458 - Materials for Catalysis and Fuel Cells (3 + 0) 5
Fundamentals of catalysis and catalytic reactors; catalyst synthesis methods; properties of catalytic materials and basics characterization methods; catalyst structure activity relationship fundamentals of electro-catalysis, photo catalysis, different types of fuel cells, and materials used for these applications; existing technology applications; future trends and emerging technologies
MATE460 - Biomaterials (3 + 0) 5
Definition of biomaterial,biocompatibility,host response,synthetic and biological materials,synthetic biomaterial classes,polymers in the body,implant factors,host factors,categories of biomaterial applications,evaluation of biomaterials,historical evaluation of implants,current work in biomaterials, motivation for future directions,current trends.Properties of materials;bulk properties of materials, mechanical properties of materials;comparison of common surface analysis methods;
MATH427 - Introduction to Crytopgraphy (3 + 0) 6
Basics of cryptography, classical cryptosystems, substitution, review of number theory and algebra, public-key and private-key cryptosystems, RSA cryptosystem, Diffie-Hellman key exchange, El-Gamal cryptosystem, digital signatures, basic cryptographic protocols.
MATH427 - Introduction to Crytopgraphy (3 + 0) 6
Basics of cryptography, classical cryptosystems, substitution, review of number theory and algebra, public-key and private-key cryptosystems, RSA cryptosystem, Diffie-Hellman key exchange, El-Gamal cryptosystem, digital signatures, basic cryptographic protocols.
MATH427 - Introduction to Crytopgraphy (3 + 0) 6
Basics of cryptography, classical cryptosystems, substitution, review of number theory and algebra, public-key and private-key cryptosystems, RSA cryptosystem, Diffie-Hellman key exchange, El-Gamal cryptosystem, digital signatures, basic cryptographic protocols.
MATH427 - Introduction to Crytopgraphy (3 + 0) 6
Basics of cryptography, classical cryptosystems, substitution, review of number theory and algebra, public-key and private-key cryptosystems, RSA cryptosystem, Diffie-Hellman key exchange, El-Gamal cryptosystem, digital signatures, basic cryptographic protocols.
MATH427 - Introduction to Crytopgraphy (3 + 0) 6
Basics of cryptography, classical cryptosystems, substitution, review of number theory and algebra, public-key and private-key cryptosystems, RSA cryptosystem, Diffie-Hellman key exchange, El-Gamal cryptosystem, digital signatures, basic cryptographic protocols.
ME488 - Production Design and Prototyping (1 + 4) 5
Introduction to basic mechanical concepts,mechanical behavior of basic structural elements;introduction to basic materials science and basic manufacturing methods,introduction to mechanical and physical properties of materials;introduction to basic manufacturing processes and casting and material forming; basic design factors(line,figure,color,material,texture,design field,form,value in lighting), ergonomics/anthropometry;meaning in design;design project development by drawing and prototyping.
MECE322 - Multidisciplinary Design in Engineering (2 + 2) 5
An overview of systems engineering (V-Model); engineering design process and methodology; needs assessment; project planning; literature review and patent survey; design criteria and constraints; creativity and idea generation; decision making for idea selection; methods and tools of functional decomposition; product/system architecture; modelling and simulation
MECE422 - Multidisciplinary Engineering Design (2 + 2) 5
Design process and methodology; identification of engineering disciplines, features and importance of multidisciplinary engineering design; systems engineering; need identification and assessment, problem definition; creativity and idea generation; methods and tools of functional/physical/task decomposition; design representation techniques, conceptual modeling of energy, information and material flow in technical systems; idea selection, decision schemes; product architecture
MFGE405 - Rapid Prototyping (3 + 0) 5
Rapid prototyping technologies, CAD models suitable for automated fabrication, secondary processing, additive manufacturing technologies, stereolithography, fused deposition modeling, laminated object manufacturing, selective laser sintering, direct metal laser sintering, casting processes for rapid prototyping, investment casting, rapid tooling, reverse engineering.
MFGE420 - Project Management in Manufacturing (3 + 0) 5
Project management standards;project,portfolio,program and operation management concepts; managing participation,teamwork, and conflict;need identification and assessment,problem definition; creativity and idea generation;methods and tools of functional/physical/task decomposition;mind mapping;planning methods; cost estimation and budgeting;time management and scheduling;project quality management;resource allocation; project risk management techniques; project execution, monitoringtechniques
MFGE482 - Introduction to CAD/CAM (2 + 1) 5
Introduction to CAD,overview of geometric modeling techniques (wireframes, boundary representation, constructive solid geometry and hybrid modelers), parametric and variation modeling, parametric modeling of curves and surfaces (Bezier, B-spline and NURBS), introduction to CAM, CNC part programming,machining strategies, cutting tool selection, tool path generation, post-processing.
MLY314 - History of Turkish Finance (3 + 0) 5
The linkage between the economic policy and the public budget: general introduction; public revenues and public expenditures in the post-World War I period and during the War of Independance; economic policy and public budget in the 1920's; public budget in times of etatism; economic problems during the World War II and the new taxes; restructur
PR419 - Media Literacy (3 + 0) 4
This course covers the basic concepts and approaches related to sociology. In this sense, starting from the concept of media literacy, important theoretical approaches are examined. Then, violence, gender, representation of minorities are analyzed through different media materials.
RUS302 - Russian IV (3 + 0) 4
Describing a town or city, giving directions, making recommendations, and suggestions, describing people`s appearance, making excuses, talking about types of transport, describing weather, making predictions, giving advice, offering help, talking about health and illness.
SE321 - Object-Oriented Analysis and Design (3 + 0) 7
Fundamentals of object-orientation, object-oriented (OO) modeling using UML, Experimentation in OO analysis: identification of use cases and objects, experimentation in OO design: class hierarchies, implementation in OO programming, design pattern (overview), case study to reinforce the underlying concepts.
SE321 - Object-Oriented Analysis and Design (3 + 0) 7
Fundamentals of object-orientation, object-oriented (OO) modeling using UML, Experimentation in OO analysis: identification of use cases and objects, experimentation in OO design: class hierarchies, implementation in OO programming, design pattern (overview), case study to reinforce the underlying concepts.
SE321 - Object-Oriented Analysis and Design (3 + 0) 7
Fundamentals of object-orientation, object-oriented (OO) modeling using UML, Experimentation in OO analysis: identification of use cases and objects, experimentation in OO design: class hierarchies, implementation in OO programming, design pattern (overview), case study to reinforce the underlying concepts.
SE321 - Object-Oriented Analysis and Design (3 + 0) 7
Fundamentals of object-orientation, object-oriented (OO) modeling using UML, Experimentation in OO analysis: identification of use cases and objects, experimentation in OO design: class hierarchies, implementation in OO programming, design pattern (overview), case study to reinforce the underlying concepts.
SE321 - Object-Oriented Analysis and Design (3 + 0) 7
Fundamentals of object-orientation, object-oriented (OO) modeling using UML, Experimentation in OO analysis: identification of use cases and objects, experimentation in OO design: class hierarchies, implementation in OO programming, design pattern (overview), case study to reinforce the underlying concepts.
SE322 - Software Architecture (3 + 0) 5
Introduction to software architecture, architecture business cycle, creating an architecture, introducing a case study, understanding and achieving quality, design, document and reconstruct software architecture, methods in architecture evaluation, quantitative approach to architecture design decision making, software product lines, types of
SE322 - Software Architecture (3 + 0) 5
Introduction to software architecture, architecture business cycle, creating an architecture, introducing a case study, understanding and achieving quality, design, document and reconstruct software architecture, methods in architecture evaluation, quantitative approach to architecture design decision making, software product lines, types of
SE322 - Software Architecture (3 + 0) 5
Introduction to software architecture, architecture business cycle, creating an architecture, introducing a case study, understanding and achieving quality, design, document and reconstruct software architecture, methods in architecture evaluation, quantitative approach to architecture design decision making, software product lines, types of
SE322 - Software Architecture (3 + 0) 5
Introduction to software architecture, architecture business cycle, creating an architecture, introducing a case study, understanding and achieving quality, design, document and reconstruct software architecture, methods in architecture evaluation, quantitative approach to architecture design decision making, software product lines, types of
SE322 - Software Architecture (3 + 0) 5
Introduction to software architecture, architecture business cycle, creating an architecture, introducing a case study, understanding and achieving quality, design, document and reconstruct software architecture, methods in architecture evaluation, quantitative approach to architecture design decision making, software product lines, types of
SE324 - Software Project Management and Economics (3 + 0) 5
Introduction to software project management; overview of project planning; selection of appropriate project approach; activity planning, resource allocation, project tracking and control; contract management; managing people and organizing teams; software quality assurance; configuration management; various tools of software project management;
SE324 - Software Project Management and Economics (3 + 0) 5
Introduction to software project management; overview of project planning; selection of appropriate project approach; activity planning, resource allocation, project tracking and control; contract management; managing people and organizing teams; software quality assurance; configuration management; various tools of software project management;
SE324 - Software Project Management and Economics (3 + 0) 5
Introduction to software project management; overview of project planning; selection of appropriate project approach; activity planning, resource allocation, project tracking and control; contract management; managing people and organizing teams; software quality assurance; configuration management; various tools of software project management;
SE324 - Software Project Management and Economics (3 + 0) 5
Introduction to software project management; overview of project planning; selection of appropriate project approach; activity planning, resource allocation, project tracking and control; contract management; managing people and organizing teams; software quality assurance; configuration management; various tools of software project management;
SE324 - Software Project Management and Economics (3 + 0) 5
Introduction to software project management; overview of project planning; selection of appropriate project approach; activity planning, resource allocation, project tracking and control; contract management; managing people and organizing teams; software quality assurance; configuration management; various tools of software project management;
SE344 - Systems Software Validation and Testing (2 + 2) 6
Software testing and its essentials, risk management, verification and validation, static V&V techniques and their comparison, software testing strategy and techniques, software testing tools, configuration management, software measurement and metrics related with testing.
SE344 - Systems Software Validation and Testing (2 + 2) 6
Software testing and its essentials, risk management, verification and validation, static V&V techniques and their comparison, software testing strategy and techniques, software testing tools, configuration management, software measurement and metrics related with testing.
SE344 - Systems Software Validation and Testing (2 + 2) 6
Software testing and its essentials, risk management, verification and validation, static V&V techniques and their comparison, software testing strategy and techniques, software testing tools, configuration management, software measurement and metrics related with testing.
SE344 - Systems Software Validation and Testing (2 + 2) 6
Software testing and its essentials, risk management, verification and validation, static V&V techniques and their comparison, software testing strategy and techniques, software testing tools, configuration management, software measurement and metrics related with testing.
SE344 - Systems Software Validation and Testing (2 + 2) 6
Software testing and its essentials, risk management, verification and validation, static V&V techniques and their comparison, software testing strategy and techniques, software testing tools, configuration management, software measurement and metrics related with testing.
SE345 - Software Quality Assurance (3 + 0) 7
Introduction to software quality and assurance; software quality metrics; construction of software quality assurance; configuration management; software validation and verification; reviews, inspection and audits; software process improvement models; software testing strategies and testing techniques; defect reporting and removal; software
SE345 - Software Quality Assurance (3 + 0) 7
Introduction to software quality and assurance; software quality metrics; construction of software quality assurance; configuration management; software validation and verification; reviews, inspection and audits; software process improvement models; software testing strategies and testing techniques; defect reporting and removal; software
SE345 - Software Quality Assurance (3 + 0) 7
Introduction to software quality and assurance; software quality metrics; construction of software quality assurance; configuration management; software validation and verification; reviews, inspection and audits; software process improvement models; software testing strategies and testing techniques; defect reporting and removal; software
SE345 - Software Quality Assurance (3 + 0) 7
Introduction to software quality and assurance; software quality metrics; construction of software quality assurance; configuration management; software validation and verification; reviews, inspection and audits; software process improvement models; software testing strategies and testing techniques; defect reporting and removal; software
SE345 - Software Quality Assurance (3 + 0) 7
Introduction to software quality and assurance; software quality metrics; construction of software quality assurance; configuration management; software validation and verification; reviews, inspection and audits; software process improvement models; software testing strategies and testing techniques; defect reporting and removal; software
SE362 - Open Source Software Development (2 + 2) 5
Introduction to open source software (OSS) projects; history of OSS; unit testing and continuous integration; use of GitHub and other hosting providers; packaging and releasing; different licensing models; some examples of successful open source projects.
SE362 - Open Source Software Development (2 + 2) 5
Introduction to open source software (OSS) projects; history of OSS; unit testing and continuous integration; use of GitHub and other hosting providers; packaging and releasing; different licensing models; some examples of successful open source projects.
SE362 - Open Source Software Development (2 + 2) 5
Introduction to open source software (OSS) projects; history of OSS; unit testing and continuous integration; use of GitHub and other hosting providers; packaging and releasing; different licensing models; some examples of successful open source projects.
SE362 - Open Source Software Development (2 + 2) 5
Introduction to open source software (OSS) projects; history of OSS; unit testing and continuous integration; use of GitHub and other hosting providers; packaging and releasing; different licensing models; some examples of successful open source projects.
SE362 - Open Source Software Development (2 + 2) 5
Introduction to open source software (OSS) projects; history of OSS; unit testing and continuous integration; use of GitHub and other hosting providers; packaging and releasing; different licensing models; some examples of successful open source projects.
SE375 - 3D Modeling, Animation and Game Design (2 + 2) 5
Introduction to modeling bases, an overview of the design of the model, selection of the appropriate modeling technique; transforming the model into simulation and animation; overview of simulation and physics engine; control of model and animation with peripherals; overview of peripherals; interactive project construction with the selection of appropriate peripherals; 3D modeling for 3D printers; artificial organ design with 3D printers; industrial product design with 3D printers;
SE375 - 3D Modeling, Animation and Game Design (2 + 2) 5
Introduction to modeling bases, an overview of the design of the model, selection of the appropriate modeling technique; transforming the model into simulation and animation; overview of simulation and physics engine; control of model and animation with peripherals; overview of peripherals; interactive project construction with the selection of appropriate peripherals; 3D modeling for 3D printers; artificial organ design with 3D printers; industrial product design with 3D printers;
SE375 - 3D Modeling, Animation and Game Design (2 + 2) 5
Introduction to modeling bases, an overview of the design of the model, selection of the appropriate modeling technique; transforming the model into simulation and animation; overview of simulation and physics engine; control of model and animation with peripherals; overview of peripherals; interactive project construction with the selection of appropriate peripherals; 3D modeling for 3D printers; artificial organ design with 3D printers; industrial product design with 3D printers;
SE375 - 3D Modeling, Animation and Game Design (2 + 2) 5
Introduction to modeling bases, an overview of the design of the model, selection of the appropriate modeling technique; transforming the model into simulation and animation; overview of simulation and physics engine; control of model and animation with peripherals; overview of peripherals; interactive project construction with the selection of appropriate peripherals; 3D modeling for 3D printers; artificial organ design with 3D printers; industrial product design with 3D printers;
SE375 - 3D Modeling, Animation and Game Design (2 + 2) 5
Introduction to modeling bases, an overview of the design of the model, selection of the appropriate modeling technique; transforming the model into simulation and animation; overview of simulation and physics engine; control of model and animation with peripherals; overview of peripherals; interactive project construction with the selection of appropriate peripherals; 3D modeling for 3D printers; artificial organ design with 3D printers; industrial product design with 3D printers;
SE375 - 3D Modeling, Animation and Game Design (2 + 2) 5
Introduction to modeling bases, an overview of the design of the model, selection of the appropriate modeling technique; transforming the model into simulation and animation; overview of simulation and physics engine; control of model and animation with peripherals; overview of peripherals; interactive project construction with the selection of appropriate peripherals; 3D modeling for 3D printers; artificial organ design with 3D printers; industrial product design with 3D printers;
SE421 - Big Data Programming (2 + 2) 5
What is "Big Data"; the dimensions of Big Data; scaling problems; HDFS and the Hadoop ecosystem; the basics of HDFS, MapReduce and Hadoop cluster; writing MapReduce programs to answer questions about data; MapReduce design patterns; basic Spark architecture; common operations; Use Resilient Distributed Datasets (RDD) operations.
SE421 - Big Data Programming (2 + 2) 5
What is "Big Data"; the dimensions of Big Data; scaling problems; HDFS and the Hadoop ecosystem; the basics of HDFS, MapReduce and Hadoop cluster; writing MapReduce programs to answer questions about data; MapReduce design patterns; basic Spark architecture; common operations; Use Resilient Distributed Datasets (RDD) operations.
SE421 - Big Data Programming (2 + 2) 5
What is "Big Data"; the dimensions of Big Data; scaling problems; HDFS and the Hadoop ecosystem; the basics of HDFS, MapReduce and Hadoop cluster; writing MapReduce programs to answer questions about data; MapReduce design patterns; basic Spark architecture; common operations; Use Resilient Distributed Datasets (RDD) operations.
SE421 - Big Data Programming (2 + 2) 5
What is "Big Data"; the dimensions of Big Data; scaling problems; HDFS and the Hadoop ecosystem; the basics of HDFS, MapReduce and Hadoop cluster; writing MapReduce programs to answer questions about data; MapReduce design patterns; basic Spark architecture; common operations; Use Resilient Distributed Datasets (RDD) operations.
SE421 - Big Data Programming (2 + 2) 5
What is "Big Data"; the dimensions of Big Data; scaling problems; HDFS and the Hadoop ecosystem; the basics of HDFS, MapReduce and Hadoop cluster; writing MapReduce programs to answer questions about data; MapReduce design patterns; basic Spark architecture; common operations; Use Resilient Distributed Datasets (RDD) operations.
SE422 - Introduction to Data Science (3 + 0) 5
Python programming language for data science, data scraping, data manipulation, data visualization, use of vectors and matrices in data science, review of statistical concepts for data science, conditional probability, Bayes?s theorem, normal distribution, prediction, regression, classification and clustering.
SE422 - Introduction to Data Science (3 + 0) 5
Python programming language for data science, data scraping, data manipulation, data visualization, use of vectors and matrices in data science, review of statistical concepts for data science, conditional probability, Bayes?s theorem, normal distribution, prediction, regression, classification and clustering.
SE422 - Introduction to Data Science (3 + 0) 5
Python programming language for data science, data scraping, data manipulation, data visualization, use of vectors and matrices in data science, review of statistical concepts for data science, conditional probability, Bayes?s theorem, normal distribution, prediction, regression, classification and clustering.
SE422 - Introduction to Data Science (3 + 0) 5
Python programming language for data science, data scraping, data manipulation, data visualization, use of vectors and matrices in data science, review of statistical concepts for data science, conditional probability, Bayes?s theorem, normal distribution, prediction, regression, classification and clustering.
SE422 - Introduction to Data Science (3 + 0) 5
Python programming language for data science, data scraping, data manipulation, data visualization, use of vectors and matrices in data science, review of statistical concepts for data science, conditional probability, Bayes?s theorem, normal distribution, prediction, regression, classification and clustering.
SE426 - Emerging Technologies (2 + 2) 5
What is an "Emerging Technology", disruptive technologies; identification of disruptive technologies; the 3D printing revolution; the evolution of technology; the nature o innovation; combination and structure; phenomena, domains and problem-solving; origin of technologies; technological revolution; economic revolution; forecasting.
SE427 - Blockchain and Cryptocurrency Technologies (2 + 2) 5
Introduction.Blockchain Basics.Consensus Algorithms.Cryptography Fundamentals.Blockchain Networks. Blockchain Programming. Blockchain Transactions, Mining, and Wallets. Smart Contracts. Cryptocurrencies. Blockchain Applications. Decentralization. Blockchain Security. Legal Aspects, Finance, and Economy. Future of Blockchain Technologies.
SE427 - Blockchain and Cryptocurrency Technologies (2 + 2) 5
Introduction.Blockchain Basics.Consensus Algorithms.Cryptography Fundamentals.Blockchain Networks. Blockchain Programming. Blockchain Transactions, Mining, and Wallets. Smart Contracts. Cryptocurrencies. Blockchain Applications. Decentralization. Blockchain Security. Legal Aspects, Finance, and Economy. Future of Blockchain Technologies.
SE427 - Blockchain and Cryptocurrency Technologies (2 + 2) 5
Introduction.Blockchain Basics.Consensus Algorithms.Cryptography Fundamentals.Blockchain Networks. Blockchain Programming. Blockchain Transactions, Mining, and Wallets. Smart Contracts. Cryptocurrencies. Blockchain Applications. Decentralization. Blockchain Security. Legal Aspects, Finance, and Economy. Future of Blockchain Technologies.
SE427 - Blockchain and Cryptocurrency Technologies (2 + 2) 5
Introduction.Blockchain Basics.Consensus Algorithms.Cryptography Fundamentals.Blockchain Networks. Blockchain Programming. Blockchain Transactions, Mining, and Wallets. Smart Contracts. Cryptocurrencies. Blockchain Applications. Decentralization. Blockchain Security. Legal Aspects, Finance, and Economy. Future of Blockchain Technologies.
SE427 - Blockchain and Cryptocurrency Technologies (2 + 2) 5
Introduction.Blockchain Basics.Consensus Algorithms.Cryptography Fundamentals.Blockchain Networks. Blockchain Programming. Blockchain Transactions, Mining, and Wallets. Smart Contracts. Cryptocurrencies. Blockchain Applications. Decentralization. Blockchain Security. Legal Aspects, Finance, and Economy. Future of Blockchain Technologies.
SE440 - Analysis and Design of User Interfaces (3 + 0) 5
Basics of user interfaces, use of requirements gathering techniques, finding out about user, tasks and environment, conceptual design, interaction design, design principles, interaction styles, designing GUI, designing for web, user interface evaluation process.
SE440 - Analysis and Design of User Interfaces (3 + 0) 5
Basics of user interfaces, use of requirements gathering techniques, finding out about user, tasks and environment, conceptual design, interaction design, design principles, interaction styles, designing GUI, designing for web, user interface evaluation process.
SE440 - Analysis and Design of User Interfaces (3 + 0) 5
Basics of user interfaces, use of requirements gathering techniques, finding out about user, tasks and environment, conceptual design, interaction design, design principles, interaction styles, designing GUI, designing for web, user interface evaluation process.
SE440 - Analysis and Design of User Interfaces (3 + 0) 5
Basics of user interfaces, use of requirements gathering techniques, finding out about user, tasks and environment, conceptual design, interaction design, design principles, interaction styles, designing GUI, designing for web, user interface evaluation process.
SE440 - Analysis and Design of User Interfaces (3 + 0) 5
Basics of user interfaces, use of requirements gathering techniques, finding out about user, tasks and environment, conceptual design, interaction design, design principles, interaction styles, designing GUI, designing for web, user interface evaluation process.
SE450 - Software Engineering Ethics (3 + 0) 5
Corporate responsibility, engineering responsibilities, personal rights, whistle blowing, conflicts of interest, professional autonomy, risk assessment, sustainable development, and the place and purpose of engineering codes of ethics, ethics, rules and principles in software engineering and other information systems, ethical work and ethical decis
SE450 - Software Engineering Ethics (3 + 0) 5
Corporate responsibility, engineering responsibilities, personal rights, whistle blowing, conflicts of interest, professional autonomy, risk assessment, sustainable development, and the place and purpose of engineering codes of ethics, ethics, rules and principles in software engineering and other information systems, ethical work and ethical decis
SE450 - Software Engineering Ethics (3 + 0) 5
Corporate responsibility, engineering responsibilities, personal rights, whistle blowing, conflicts of interest, professional autonomy, risk assessment, sustainable development, and the place and purpose of engineering codes of ethics, ethics, rules and principles in software engineering and other information systems, ethical work and ethical decis
SE450 - Software Engineering Ethics (3 + 0) 5
Corporate responsibility, engineering responsibilities, personal rights, whistle blowing, conflicts of interest, professional autonomy, risk assessment, sustainable development, and the place and purpose of engineering codes of ethics, ethics, rules and principles in software engineering and other information systems, ethical work and ethical decis
SE450 - Software Engineering Ethics (3 + 0) 5
Corporate responsibility, engineering responsibilities, personal rights, whistle blowing, conflicts of interest, professional autonomy, risk assessment, sustainable development, and the place and purpose of engineering codes of ethics, ethics, rules and principles in software engineering and other information systems, ethical work and ethical decis
SE453 - Large Scale Software Development (3 + 0) 5
The nature and development lifecycle for large-scale software (LLS) projects, role of the software architect, software architecture and the development process, system context and domain analysis, component design and modeling, subsystem design, transaction and data design, process and deployment design, architecture techniques, applying the viewpo
SE453 - Large Scale Software Development (3 + 0) 5
The nature and development lifecycle for large-scale software (LLS) projects, role of the software architect, software architecture and the development process, system context and domain analysis, component design and modeling, subsystem design, transaction and data design, process and deployment design, architecture techniques, applying the viewpo
SE453 - Large Scale Software Development (3 + 0) 5
The nature and development lifecycle for large-scale software (LLS) projects, role of the software architect, software architecture and the development process, system context and domain analysis, component design and modeling, subsystem design, transaction and data design, process and deployment design, architecture techniques, applying the viewpo
SE453 - Large Scale Software Development (3 + 0) 5
The nature and development lifecycle for large-scale software (LLS) projects, role of the software architect, software architecture and the development process, system context and domain analysis, component design and modeling, subsystem design, transaction and data design, process and deployment design, architecture techniques, applying the viewpo
SE453 - Large Scale Software Development (3 + 0) 5
The nature and development lifecycle for large-scale software (LLS) projects, role of the software architect, software architecture and the development process, system context and domain analysis, component design and modeling, subsystem design, transaction and data design, process and deployment design, architecture techniques, applying the viewpo
SE460 - Software Construction (3 + 0) 5
Software construction fundamentals, software complexity, construction management, construction models, construction planning, software measurement, construction languages, coding, construction testing, reuse, verification and standards in construction, construction quality, integration.
SE460 - Software Construction (3 + 0) 5
Software construction fundamentals, software complexity, construction management, construction models, construction planning, software measurement, construction languages, coding, construction testing, reuse, verification and standards in construction, construction quality, integration.
SE460 - Software Construction (3 + 0) 5
Software construction fundamentals, software complexity, construction management, construction models, construction planning, software measurement, construction languages, coding, construction testing, reuse, verification and standards in construction, construction quality, integration.
SE460 - Software Construction (3 + 0) 5
Software construction fundamentals, software complexity, construction management, construction models, construction planning, software measurement, construction languages, coding, construction testing, reuse, verification and standards in construction, construction quality, integration.
SE460 - Software Construction (3 + 0) 5
Software construction fundamentals, software complexity, construction management, construction models, construction planning, software measurement, construction languages, coding, construction testing, reuse, verification and standards in construction, construction quality, integration.
SE462 - Formal Methods in Software Engineering (3 + 0) 5
Introduction to formal methods, fundamental aspect of formal specifications, software specification and development with mathematical semantics, constructing formal specifications for software-intensive systems, specification languages: Z, object Z and OCL, relating specifications and implementations, role of formal specification in system life cyc
SE462 - Formal Methods in Software Engineering (3 + 0) 5
Introduction to formal methods, fundamental aspect of formal specifications, software specification and development with mathematical semantics, constructing formal specifications for software-intensive systems, specification languages: Z, object Z and OCL, relating specifications and implementations, role of formal specification in system life cyc
SE462 - Formal Methods in Software Engineering (3 + 0) 5
Introduction to formal methods, fundamental aspect of formal specifications, software specification and development with mathematical semantics, constructing formal specifications for software-intensive systems, specification languages: Z, object Z and OCL, relating specifications and implementations, role of formal specification in system life cyc
SE462 - Formal Methods in Software Engineering (3 + 0) 5
Introduction to formal methods, fundamental aspect of formal specifications, software specification and development with mathematical semantics, constructing formal specifications for software-intensive systems, specification languages: Z, object Z and OCL, relating specifications and implementations, role of formal specification in system life cyc
SE462 - Formal Methods in Software Engineering (3 + 0) 5
Introduction to formal methods, fundamental aspect of formal specifications, software specification and development with mathematical semantics, constructing formal specifications for software-intensive systems, specification languages: Z, object Z and OCL, relating specifications and implementations, role of formal specification in system life cyc
SE463 - Low-code Application Development (3 + 0) 5
Introduction to low-code development. Low-code platform interfaces and properties. Creating applications using a low-code platform. Preparing a web and mobile UI and screen prototype via a low-code platform. Create scheduled jobs. Publishing applications and testing.
SE463 - Low-code Application Development (3 + 0) 5
Introduction to low-code development. Low-code platform interfaces and properties. Creating applications using a low-code platform. Preparing a web and mobile UI and screen prototype via a low-code platform. Create scheduled jobs. Publishing applications and testing.
SE463 - Low-code Application Development (3 + 0) 5
Introduction to low-code development. Low-code platform interfaces and properties. Creating applications using a low-code platform. Preparing a web and mobile UI and screen prototype via a low-code platform. Create scheduled jobs. Publishing applications and testing.
SE463 - Low-code Application Development (3 + 0) 5
Introduction to low-code development. Low-code platform interfaces and properties. Creating applications using a low-code platform. Preparing a web and mobile UI and screen prototype via a low-code platform. Create scheduled jobs. Publishing applications and testing.
SE463 - Low-code Application Development (3 + 0) 5
Introduction to low-code development. Low-code platform interfaces and properties. Creating applications using a low-code platform. Preparing a web and mobile UI and screen prototype via a low-code platform. Create scheduled jobs. Publishing applications and testing.
SPAN302 - Spanish IV (3 + 0) 4
Describing a town or city, giving directions, making recommendations, and suggestions, describing people`s appearance, making excuses, talking about types of transport, describing weather, making predictions, giving advice, offering help, talking about health and illness.
Technical Elective Courses
CMPE318 - Java Programming (2 + 2) 5
Java technology, object-oriented programming, objects, classes, modularity; encapsulation, polymorphism, elements of Java, exceptions, garbage collector; classes and inheritance; interfaces; the collections framework; the input/output framework; the graphical user interfaces framework; threads.
CMPE376 - Computer Games and Simulation (2 + 0) 5
History of games and current trends in games, the main concepts on game design and development, evaluating commercial games; main game design issues; creating simulations; using artificial intelligence in games; using physics and mathematics in games; main computer graphics concepts used in games; human computer interaction concepts for developing
CMPE424 - Language Processors (3 + 0) 5
Fundamental concepts of compilation and interpretation; single-pass and multiple-pass language translators; lexical analyzer; top-down parsing, and LL(1) grammars; recursive descent method; bottom-up parsing; shift reduce technique; operator precedence grammar, LR(0) and SLR(1) grammars; syntax directed translation; error processing and recovery; s
CMPE433 - Cloud Computing and Virtualization (3 + 0) 5
Cloud description, types of cloud, services, deployment models, types of virtualization, hardware virtualization, hypervisors, OS virtualization, server virtualization, desktop virtualization, storage virtualization, application virtualization, benefits and costs, security issues.
CMPE434 - Embeded System Design (2 + 0) 5
Embedded systems and their applications, metrics of embedded systems, components of embedded systems, realization of embedded systems, PCB technologies, simulation, emulation, rapid prototyping, testing and certification examples of realizations optimized for different applications, analysis of development costs and times, laboratory work on specif
CMPE437 - VLSI Design (2 + 0) 5
Basic fabrication sequence of ICs, self aligned silicon gate, NMOS and CMOS technologies; design rules and layout; memories and registers; full custom and semi-custom ICs; standard cells, gate arrays, FPGAs and PLDs. CAD tools for design of ICs; high level design of ICs using VHDL; low power IC design.
CMPE462 - Introduction to Artificial Intelligence (3 + 0) 5
Agent paradigm, problem solving by searching, informed/uninformed search methods, genetic algorithms, simulated annealing, constraint satisfaction problems, adverserial search, logical agents, knowledge engineering, expert systems, communication, AI applications.
CMPE463 - Digital Signal Processing (3 + 0) 5
Discrete-time domain and frequency domain representation of signals and systems; sampling and reconstruction; DFT, FFT, z - transform, filter design techniques; finite word length effects; 2-D filtering; applications of DSP; programming of some DSP processors.
CMPE466 - Soft Computing (3 + 0) 5
Biological and artificial neurons, perceptron and multilayer perceptron; ANN models and learning algorithms; fuzzy sets and fuzzy logic; basic fuzzy mathematics; fuzzy operators; fuzzy systems: fuzzifier, knowledge base, inference engine, and various inference mechanisms such as Sugeno, Mamdani, Larsen etc., composition and defuzzifier.
CMPE467 - Pattern Recognition (3 + 0) 5
Bayes? decision theory, classifiers, discriminant functions and decision surfaces, estimation of parameters, hidden Markov models, nearest neighbor methods; linear discriminant functions; neural networks; decision trees; hierarchical clustering; self organizing feature maps.